Machine learning methods applied to drilling rate of penetration prediction and optimization-A review
LFFM Barbosa, A Nascimento, MH Mathias… - Journal of Petroleum …, 2019 - Elsevier
Drilling wells in challenging oil/gas environments implies in large capital expenditure on
wellbore's construction. In order to optimize the drilling related operation, real-time decisions …
wellbore's construction. In order to optimize the drilling related operation, real-time decisions …
Application of artificial intelligence techniques in the petroleum industry: a review
H Rahmanifard, T Plaksina - Artificial Intelligence Review, 2019 - Springer
In recent years, artificial intelligence (AI) has been widely applied to optimization problems
in the petroleum exploration and production industry. This survey offers a detailed literature …
in the petroleum exploration and production industry. This survey offers a detailed literature …
Developing a new rigorous drilling rate prediction model using a machine learning technique
Drilling rate of penetration (ROP) prediction is an enormously important step to optimize
drilling controllable parameters. Therefore, numerous efforts have been done in order to …
drilling controllable parameters. Therefore, numerous efforts have been done in order to …
Half a century experience in rate of penetration management: Application of machine learning methods and optimization algorithms-A review
M Najjarpour, H Jalalifar… - Journal of Petroleum …, 2022 - Elsevier
Rate of penetration (ROP) management is a matter of importance in drilling operations and it
has been considered in different studies. Different machine learning methods such as …
has been considered in different studies. Different machine learning methods such as …
A novel approach to pore pressure modeling based on conventional well logs using convolutional neural network
M Matinkia, A Amraeiniya, MM Behboud… - Journal of Petroleum …, 2022 - Elsevier
Accurate prediction of pore pressure (PP) is among the most critical concerns to the design
of drilling operation because of the remarkable role of this parameter in preventing particular …
of drilling operation because of the remarkable role of this parameter in preventing particular …
Optimization of controllable drilling parameters using a novel geomechanics-based workflow
Drilling optimization is one of the most important management and engineering objectives in
the upstream oil and gas industry, which has been the subject of numerous studies during …
the upstream oil and gas industry, which has been the subject of numerous studies during …
Prediction of rate of penetration in directional drilling using data mining techniques
K Shaygan, S Jamshidi - Geoenergy Science and Engineering, 2023 - Elsevier
Rate of penetration (ROP) represents drilling speed and its productive time during drilling
operations in oil and gas wells. A predictive model that links ROP to its influential …
operations in oil and gas wells. A predictive model that links ROP to its influential …
A comparative evaluation of global search algorithms in black box optimization of oil production: A case study on Brugge field
T Foroud, A Baradaran, A Seifi - Journal of Petroleum Science and …, 2018 - Elsevier
We evaluate the application of eight different global search algorithms to the optimization of
oil production from a mature field. Our focus is on algorithms that treat the reservoir simulator …
oil production from a mature field. Our focus is on algorithms that treat the reservoir simulator …
A novel optimization method for geological drilling vertical well
Geological drilling is an important means for exploration of the earth. Due to the nonlinearity
and coupling, geological drilling is accompanied by low efficiency and safety, and difficult to …
and coupling, geological drilling is accompanied by low efficiency and safety, and difficult to …
Using differential evolution for compositional history-matching of a tight gas condensate well in the Montney Formation in western Canada
Production data analysis for low-permeability unconventional reservoirs is a challenging
task, particularly for cases where multi-phase flow occurs within the reservoir. Analytical …
task, particularly for cases where multi-phase flow occurs within the reservoir. Analytical …